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Step-by-step resources to help you evaluate use cases, plan implementation, and roll out automation with confidence.
FAQ
Common questions
Everything you need to know before we start working together.
Does ChatGPT Search work the same way Google does?
Not exactly. ChatGPT Search can use multiple retrieval and crawling pathways rather than depending on a single index. Checking whether OpenAI’s OAI-SearchBot can crawl your site may help improve eligibility, but it isn’t the only factor, and it doesn’t guarantee inclusion.
Why does product feed and structured data quality matter?
AI shopping visibility can be influenced by machine-readable product information — schema markup, identifiers, availability status, pricing — especially when a system is comparing options. Structured data can help systems interpret this information, but it alone doesn’t guarantee a product will be cited or recommended.
How should I interpret the Shopify and Adobe statistics?
As directional evidence that AI-referred shopping traffic can convert well, not as a guarantee. Shopify’s figures are platform-specific Q1 2026 data; Adobe’s compare AI-referred to non-AI traffic on U.S. retail sites in March 2026. Results vary by store, category, and time period, and shouldn’t be generalized as a promise for every store.
Can a small store realistically compete with bigger retail brands here?
Small stores can still improve their chances, because advertising budget is not the only factor involved. Clear product data, crawl accessibility, relevant content, customer reviews, and independent references are all areas that smaller retailers can improve over time, regardless of budget.
How do I test whether my store shows up in AI shopping answers?
Use the seven-step testing routine above — same prompts across multiple platforms, several phrasings, logged conditions, and repeated more than once before drawing conclusions. A single search isn’t a reliable test.
What's the difference between being mentioned, cited, and recommended?
That’s exactly what our discovery process is for. We’ll help you identify the highest-impact opportunities based on time savings, error reduction, and strategic value.
Is there a guaranteed timeline for seeing results?
A mention just names your store. A citation links to or attributes information to your site. A recommendation actively suggests your store as a fit for the shopper’s question. They’re related but distinct, and tracking them separately gives a clearer picture than treating “AI visibility” as one single yes/no outcome.